Overview

Brought to you by YData

Dataset statistics

Number of variables	42
Number of observations	494021
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	19377
Duplicate rows (%)	3.9%
Total size in memory	259.0 MiB
Average record size in memory	549.7 B

Variable types

Numeric	28
Categorical	13
Text	1

Alerts

`num_outbound_cmds` has constant value "0"	Constant
`is_host_login` has constant value "0"	Constant
Dataset has 19377 (3.9%) duplicate rows	Duplicates
`count` is highly overall correlated with `dst_bytes` and 9 other fields	High correlation
`diff_srv_rate` is highly overall correlated with `dst_host_diff_srv_rate` and 10 other fields	High correlation
`dst_bytes` is highly overall correlated with `count` and 3 other fields	High correlation
`dst_host_count` is highly overall correlated with `count` and 3 other fields	High correlation
`dst_host_diff_srv_rate` is highly overall correlated with `count` and 11 other fields	High correlation
`dst_host_rerror_rate` is highly overall correlated with `dst_host_srv_rerror_rate` and 2 other fields	High correlation
`dst_host_same_src_port_rate` is highly overall correlated with `count` and 12 other fields	High correlation
`dst_host_same_srv_rate` is highly overall correlated with `count` and 12 other fields	High correlation
`dst_host_serror_rate` is highly overall correlated with `diff_srv_rate` and 9 other fields	High correlation
`dst_host_srv_count` is highly overall correlated with `count` and 12 other fields	High correlation
`dst_host_srv_diff_host_rate` is highly overall correlated with `dst_bytes` and 1 other fields	High correlation
`dst_host_srv_rerror_rate` is highly overall correlated with `dst_host_rerror_rate` and 2 other fields	High correlation
`dst_host_srv_serror_rate` is highly overall correlated with `diff_srv_rate` and 9 other fields	High correlation
`hot` is highly overall correlated with `is_guest_login` and 1 other fields	High correlation
`is_guest_login` is highly overall correlated with `hot`	High correlation
`land` is highly overall correlated with `outcome`	High correlation
`logged_in` is highly overall correlated with `count` and 3 other fields	High correlation
`num_access_files` is highly overall correlated with `su_attempted`	High correlation
`num_compromised` is highly overall correlated with `hot` and 1 other fields	High correlation
`num_root` is highly overall correlated with `su_attempted`	High correlation
`outcome` is highly overall correlated with `land` and 4 other fields	High correlation
`protocol_type` is highly overall correlated with `count` and 6 other fields	High correlation
`rerror_rate` is highly overall correlated with `dst_host_rerror_rate` and 2 other fields	High correlation
`root_shell` is highly overall correlated with `outcome`	High correlation
`same_srv_rate` is highly overall correlated with `diff_srv_rate` and 10 other fields	High correlation
`serror_rate` is highly overall correlated with `diff_srv_rate` and 9 other fields	High correlation
`src_bytes` is highly overall correlated with `count` and 11 other fields	High correlation
`srv_count` is highly overall correlated with `count` and 8 other fields	High correlation
`srv_diff_host_rate` is highly overall correlated with `dst_bytes`	High correlation
`srv_rerror_rate` is highly overall correlated with `dst_host_rerror_rate` and 2 other fields	High correlation
`srv_serror_rate` is highly overall correlated with `diff_srv_rate` and 9 other fields	High correlation
`su_attempted` is highly overall correlated with `num_access_files` and 2 other fields	High correlation
`wrong_fragment` is highly overall correlated with `outcome`	High correlation
`flag` is highly imbalanced (71.1%)	Imbalance
`land` is highly imbalanced (99.9%)	Imbalance
`wrong_fragment` is highly imbalanced (98.3%)	Imbalance
`urgent` is highly imbalanced (> 99.9%)	Imbalance
`root_shell` is highly imbalanced (99.8%)	Imbalance
`su_attempted` is highly imbalanced (> 99.9%)	Imbalance
`num_shells` is highly imbalanced (99.9%)	Imbalance
`is_guest_login` is highly imbalanced (98.5%)	Imbalance
`outcome` is highly imbalanced (65.6%)	Imbalance
`duration` is highly skewed (γ1 = 25.86485736)	Skewed
`src_bytes` is highly skewed (γ1 = 699.213151)	Skewed
`dst_bytes` is highly skewed (γ1 = 136.7592782)	Skewed
`hot` is highly skewed (γ1 = 32.62914514)	Skewed
`num_failed_logins` is highly skewed (γ1 = 160.8026164)	Skewed
`num_compromised` is highly skewed (γ1 = 417.5302281)	Skewed
`num_root` is highly skewed (γ1 = 417.0658359)	Skewed
`num_file_creations` is highly skewed (γ1 = 192.3347657)	Skewed
`num_access_files` is highly skewed (γ1 = 61.20145172)	Skewed
`duration` has 481671 (97.5%) zeros	Zeros
`src_bytes` has 115342 (23.3%) zeros	Zeros
`dst_bytes` has 408258 (82.6%) zeros	Zeros
`hot` has 490829 (99.4%) zeros	Zeros
`num_failed_logins` has 493958 (> 99.9%) zeros	Zeros
`num_compromised` has 491797 (99.5%) zeros	Zeros
`num_root` has 493436 (99.9%) zeros	Zeros
`num_file_creations` has 493756 (99.9%) zeros	Zeros
`num_access_files` has 493567 (99.9%) zeros	Zeros
`serror_rate` has 404787 (81.9%) zeros	Zeros
`srv_serror_rate` has 405686 (82.1%) zeros	Zeros
`rerror_rate` has 464948 (94.1%) zeros	Zeros
`srv_rerror_rate` has 464320 (94.0%) zeros	Zeros
`diff_srv_rate` has 382021 (77.3%) zeros	Zeros
`srv_diff_host_rate` has 459377 (93.0%) zeros	Zeros
`dst_host_same_srv_rate` has 11469 (2.3%) zeros	Zeros
`dst_host_diff_srv_rate` has 347031 (70.2%) zeros	Zeros
`dst_host_same_src_port_rate` has 142860 (28.9%) zeros	Zeros
`dst_host_srv_diff_host_rate` has 441889 (89.4%) zeros	Zeros
`dst_host_serror_rate` has 399810 (80.9%) zeros	Zeros
`dst_host_srv_serror_rate` has 400945 (81.2%) zeros	Zeros
`dst_host_rerror_rate` has 458792 (92.9%) zeros	Zeros
`dst_host_srv_rerror_rate` has 459805 (93.1%) zeros	Zeros

Reproduction

Analysis started	2024-10-22 14:00:04.306085
Analysis finished	2024-10-22 14:04:22.594393
Duration	4 minutes and 18.29 seconds
Software version	ydata-profiling vv4.11.0
Download configuration	config.json

duration
Real number (ℝ)

Skewed Zeros

Distinct	2495
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	47.979302

Minimum	0
Maximum	58329
Zeros	481671
Zeros (%)	97.5%
Negative	0
Negative (%)	0.0%
Memory size	3.8 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	58329
Range	58329
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	707.74647
Coefficient of variation (CV)	14.751079
Kurtosis	942.53024
Mean	47.979302
Median Absolute Deviation (MAD)	0
Skewness	25.864857
Sum	23702783
Variance	500905.07
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	481671	97.5%
1	2476	0.5%
2	870	0.2%
3	625	0.1%
5	554	0.1%
2630	496	0.1%
4	413	0.1%
14	322	0.1%
10	194	< 0.1%
7	169	< 0.1%
Other values (2485)	6231	1.3%

Value	Count	Frequency (%)
0	481671	97.5%
1	2476	0.5%
2	870	0.2%
3	625	0.1%
4	413	0.1%
5	554	0.1%
6	157	< 0.1%
7	169	< 0.1%
8	103	< 0.1%
9	121	< 0.1%

Value	Count	Frequency (%)
58329	1	< 0.1%
42448	1	< 0.1%
42088	1	< 0.1%
41065	1	< 0.1%
40929	1	< 0.1%
40806	1	< 0.1%
40682	1	< 0.1%
40571	1	< 0.1%
40448	1	< 0.1%
40339	1	< 0.1%

protocol_type
Categorical

High correlation

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	28.5 MiB

icmp	283602
tcp	190065
udp	20354

Length

Max length	4
Median length	4
Mean length	3.5740687
Min length	3

Characters and Unicode

Total characters	1765665
Distinct characters	7
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	tcp
2nd row	tcp
3rd row	tcp
4th row	tcp
5th row	tcp

Common Values

Value	Count	Frequency (%)
icmp	283602	57.4%
tcp	190065	38.5%
udp	20354	4.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
icmp	283602	57.4%
tcp	190065	38.5%
udp	20354	4.1%

Most occurring characters

Value	Count	Frequency (%)
p	494021	28.0%
c	473667	26.8%
i	283602	16.1%
m	283602	16.1%
t	190065	10.8%
u	20354	1.2%
d	20354	1.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1765665	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
p	494021	28.0%
c	473667	26.8%
i	283602	16.1%
m	283602	16.1%
t	190065	10.8%
u	20354	1.2%
d	20354	1.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1765665	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
p	494021	28.0%
c	473667	26.8%
i	283602	16.1%
m	283602	16.1%
t	190065	10.8%
u	20354	1.2%
d	20354	1.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1765665	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
p	494021	28.0%
c	473667	26.8%
i	283602	16.1%
m	283602	16.1%
t	190065	10.8%
u	20354	1.2%
d	20354	1.2%

service
Text

Distinct	66
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	29.4 MiB

Length

Max length	11
Median length	5
Mean length	5.3699721
Min length	3

Characters and Unicode

Total characters	2652879
Distinct characters	38
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	3 ?
Unique (%)	< 0.1%

Sample

1st row	http
2nd row	http
3rd row	http
4th row	http
5th row	http

Value	Count	Frequency (%)
ecr_i	281400	57.0%
private	110893	22.4%
http	64293	13.0%
smtp	9723	2.0%
other	7237	1.5%
domain_u	5863	1.2%
ftp_data	4721	1.0%
eco_i	1642	0.3%
ftp	798	0.2%
finger	670	0.1%
Other values (56)	6781	1.4%

Most occurring characters

Value	Count	Frequency (%)
e	405384	15.3%
i	402706	15.2%
r	401758	15.1%
_	295947	11.2%
c	284019	10.7%
t	270911	10.2%
p	193674	7.3%
a	127712	4.8%
v	110999	4.2%
h	72835	2.7%
Other values (28)	86934	3.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	2652879	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	405384	15.3%
i	402706	15.2%
r	401758	15.1%
_	295947	11.2%
c	284019	10.7%
t	270911	10.2%
p	193674	7.3%
a	127712	4.8%
v	110999	4.2%
h	72835	2.7%
Other values (28)	86934	3.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	2652879	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	405384	15.3%
i	402706	15.2%
r	401758	15.1%
_	295947	11.2%
c	284019	10.7%
t	270911	10.2%
p	193674	7.3%
a	127712	4.8%
v	110999	4.2%
h	72835	2.7%
Other values (28)	86934	3.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	2652879	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	405384	15.3%
i	402706	15.2%
r	401758	15.1%
_	295947	11.2%
c	284019	10.7%
t	270911	10.2%
p	193674	7.3%
a	127712	4.8%
v	110999	4.2%
h	72835	2.7%
Other values (28)	86934	3.3%

flag
Categorical

Imbalance

Distinct	11
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	27.8 MiB

SF	378440
S0	87007
REJ	26875
RSTR	903
RSTO	579
Other values (6)	217

Length

Max length	6
Median length	2
Mean length	2.0605055
Min length	2

Characters and Unicode

Total characters	1017933
Distinct characters	12
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	SF
2nd row	SF
3rd row	SF
4th row	SF
5th row	SF

Common Values

Value	Count	Frequency (%)
SF	378440	76.6%
S0	87007	17.6%
REJ	26875	5.4%
RSTR	903	0.2%
RSTO	579	0.1%
SH	107	< 0.1%
S1	57	< 0.1%
S2	24	< 0.1%
RSTOS0	11	< 0.1%
S3	10	< 0.1%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
sf	378440	76.6%
s0	87007	17.6%
rej	26875	5.4%
rstr	903	0.2%
rsto	579	0.1%
sh	107	< 0.1%
s1	57	< 0.1%
s2	24	< 0.1%
rstos0	11	< 0.1%
s3	10	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
S	467149	45.9%
F	378440	37.2%
0	87018	8.5%
R	29271	2.9%
E	26875	2.6%
J	26875	2.6%
T	1501	0.1%
O	598	0.1%
H	115	< 0.1%
1	57	< 0.1%
Other values (2)	34	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1017933	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
S	467149	45.9%
F	378440	37.2%
0	87018	8.5%
R	29271	2.9%
E	26875	2.6%
J	26875	2.6%
T	1501	0.1%
O	598	0.1%
H	115	< 0.1%
1	57	< 0.1%
Other values (2)	34	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1017933	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
S	467149	45.9%
F	378440	37.2%
0	87018	8.5%
R	29271	2.9%
E	26875	2.6%
J	26875	2.6%
T	1501	0.1%
O	598	0.1%
H	115	< 0.1%
1	57	< 0.1%
Other values (2)	34	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1017933	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
S	467149	45.9%
F	378440	37.2%
0	87018	8.5%
R	29271	2.9%
E	26875	2.6%
J	26875	2.6%
T	1501	0.1%
O	598	0.1%
H	115	< 0.1%
1	57	< 0.1%
Other values (2)	34	< 0.1%

src_bytes
Real number (ℝ)

High correlation Skewed Zeros

Distinct	3300
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3025.6103

Minimum	0
Maximum	6.9337564 × 10⁸
Zeros	115342
Zeros (%)	23.3%
Negative	0
Negative (%)	0.0%
Memory size	3.8 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	45
median	520
Q3	1032
95-th percentile	1032
Maximum	6.9337564 × 10⁸
Range	6.9337564 × 10⁸
Interquartile range (IQR)	987

Descriptive statistics

Standard deviation	988218.1
Coefficient of variation (CV)	326.61777
Kurtosis	490584.35
Mean	3025.6103
Median Absolute Deviation (MAD)	512
Skewness	699.21315
Sum	1.494715 × 10⁹
Variance	9.7657502 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1032	228035	46.2%
0	115342	23.3%
520	52774	10.7%
105	7370	1.5%
147	2725	0.6%
54540	2143	0.4%
146	2033	0.4%
42	1069	0.2%
8	1045	0.2%
28	984	0.2%
Other values (3290)	80501	16.3%

Value	Count	Frequency (%)
0	115342	23.3%
1	257	0.1%
4	4	< 0.1%
5	12	< 0.1%
6	67	< 0.1%
7	104	< 0.1%
8	1045	0.2%
9	155	< 0.1%
10	174	< 0.1%
11	19	< 0.1%

Value	Count	Frequency (%)
693375640	1	< 0.1%
5135678	21	< 0.1%
5133877	1	< 0.1%
5133876	30	< 0.1%
5131424	7	< 0.1%
2500058	1	< 0.1%
2194619	22	< 0.1%
2104380	1	< 0.1%
715240	1	< 0.1%
501760	6	< 0.1%

dst_bytes
Real number (ℝ)

High correlation Skewed Zeros

Distinct	10725
Distinct (%)	2.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	868.53242

Minimum	0
Maximum	5155468
Zeros	408258
Zeros (%)	82.6%
Negative	0
Negative (%)	0.0%
Memory size	3.8 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	2417
Maximum	5155468
Range	5155468
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	33040.001
Coefficient of variation (CV)	38.041183
Kurtosis	20338.143
Mean	868.53242
Median Absolute Deviation (MAD)	0
Skewness	136.75928
Sum	4.2907326 × 10⁸
Variance	1.0916417 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	408258	82.6%
105	4451	0.9%
147	2501	0.5%
146	2289	0.5%
8314	2133	0.4%
145	985	0.2%
42	921	0.2%
330	854	0.2%
329	804	0.2%
331	793	0.2%
Other values (10715)	70032	14.2%

Value	Count	Frequency (%)
0	408258	82.6%
1	5	< 0.1%
4	107	< 0.1%
5	2	< 0.1%
6	1	< 0.1%
14	1	< 0.1%
15	5	< 0.1%
17	29	< 0.1%
18	3	< 0.1%
20	2	< 0.1%

Value	Count	Frequency (%)
5155468	1	< 0.1%
5153771	1	< 0.1%
5153460	1	< 0.1%
5151385	1	< 0.1%
5151154	1	< 0.1%
5151049	1	< 0.1%
5150938	1	< 0.1%
5150877	1	< 0.1%
5150841	1	< 0.1%
5150836	1	< 0.1%

land
Categorical

High correlation Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	27.3 MiB

0	493999
1	22

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	494021
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	493999	> 99.9%
1	22	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	493999	> 99.9%
1	22	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
0	493999	> 99.9%
1	22	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	494021	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	493999	> 99.9%
1	22	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	494021	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	493999	> 99.9%
1	22	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	494021	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	493999	> 99.9%
1	22	< 0.1%

wrong_fragment
Categorical

High correlation Imbalance

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	27.3 MiB

0	492783
3	970
1	268

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	494021
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	492783	99.7%
3	970	0.2%
1	268	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	492783	99.7%
3	970	0.2%
1	268	0.1%

Most occurring characters

Value	Count	Frequency (%)
0	492783	99.7%
3	970	0.2%
1	268	0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	494021	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	492783	99.7%
3	970	0.2%
1	268	0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	494021	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	492783	99.7%
3	970	0.2%
1	268	0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	494021	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	492783	99.7%
3	970	0.2%
1	268	0.1%

urgent
Categorical

Imbalance

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	27.3 MiB

0	494017
1	2
2	1
3	1

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	494021
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2 ?
Unique (%)	< 0.1%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	494017	> 99.9%
1	2	< 0.1%
2	1	< 0.1%
3	1	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	494017	> 99.9%
1	2	< 0.1%
2	1	< 0.1%
3	1	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
0	494017	> 99.9%
1	2	< 0.1%
2	1	< 0.1%
3	1	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	494021	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	494017	> 99.9%
1	2	< 0.1%
2	1	< 0.1%
3	1	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	494021	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	494017	> 99.9%
1	2	< 0.1%
2	1	< 0.1%
3	1	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	494021	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	494017	> 99.9%
1	2	< 0.1%
2	1	< 0.1%
3	1	< 0.1%

hot
Real number (ℝ)

High correlation Skewed Zeros

Distinct	22
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.034518776

Minimum	0
Maximum	30
Zeros	490829
Zeros (%)	99.4%
Negative	0
Negative (%)	0.0%
Memory size	3.8 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	30
Range	30
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.78210258
Coefficient of variation (CV)	22.65731
Kurtosis	1127.0172
Mean	0.034518776
Median Absolute Deviation (MAD)	0
Skewness	32.629145
Sum	17053
Variance	0.61168445
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=22)

Value	Count	Frequency (%)
0	490829	99.4%
2	2192	0.4%
28	274	0.1%
1	256	0.1%
4	112	< 0.1%
6	104	< 0.1%
5	51	< 0.1%
3	38	< 0.1%
14	37	< 0.1%
22	28	< 0.1%
Other values (12)	100	< 0.1%

Value	Count	Frequency (%)
0	490829	99.4%
1	256	0.1%
2	2192	0.4%
3	38	< 0.1%
4	112	< 0.1%
5	51	< 0.1%
6	104	< 0.1%
7	5	< 0.1%
9	1	< 0.1%
10	1	< 0.1%

Value	Count	Frequency (%)
30	28	< 0.1%
28	274	0.1%
24	13	< 0.1%
22	28	< 0.1%
20	10	< 0.1%
19	23	< 0.1%
18	13	< 0.1%
17	2	< 0.1%
16	1	< 0.1%
15	1	< 0.1%

num_failed_logins
Real number (ℝ)

Skewed Zeros

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.00015181541

Minimum	0
Maximum	5
Zeros	493958
Zeros (%)	> 99.9%
Negative	0
Negative (%)	0.0%
Memory size	3.8 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	5
Range	5
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.015519597
Coefficient of variation (CV)	102.22676
Kurtosis	37221.597
Mean	0.00015181541
Median Absolute Deviation (MAD)	0
Skewness	160.80262
Sum	75
Variance	0.00024085789
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
0	493958	> 99.9%
1	57	< 0.1%
2	3	< 0.1%
5	1	< 0.1%
4	1	< 0.1%
3	1	< 0.1%

Value	Count	Frequency (%)
0	493958	> 99.9%
1	57	< 0.1%
2	3	< 0.1%
3	1	< 0.1%
4	1	< 0.1%
5	1	< 0.1%

Value	Count	Frequency (%)
5	1	< 0.1%
4	1	< 0.1%
3	1	< 0.1%
2	3	< 0.1%
1	57	< 0.1%
0	493958	> 99.9%

logged_in
Categorical

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	27.3 MiB

0	420784
1	73237

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	494021
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
0	420784	85.2%
1	73237	14.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	420784	85.2%
1	73237	14.8%

Most occurring characters

Value	Count	Frequency (%)
0	420784	85.2%
1	73237	14.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	494021	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	420784	85.2%
1	73237	14.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	494021	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	420784	85.2%
1	73237	14.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	494021	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	420784	85.2%
1	73237	14.8%

num_compromised
Real number (ℝ)

High correlation Skewed Zeros

Distinct	23
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.010212116

Minimum	0
Maximum	884
Zeros	491797
Zeros (%)	99.5%
Negative	0
Negative (%)	0.0%
Memory size	3.8 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	884
Range	884
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.7983263
Coefficient of variation (CV)	176.09731
Kurtosis	188121.35
Mean	0.010212116
Median Absolute Deviation (MAD)	0
Skewness	417.53023
Sum	5045
Variance	3.2339773
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=23)

Value	Count	Frequency (%)
0	491797	99.5%
1	2151	0.4%
2	24	< 0.1%
4	16	< 0.1%
3	11	< 0.1%
6	3	< 0.1%
7	2	< 0.1%
5	2	< 0.1%
16	1	< 0.1%
767	1	< 0.1%
Other values (13)	13	< 0.1%

Value	Count	Frequency (%)
0	491797	99.5%
1	2151	0.4%
2	24	< 0.1%
3	11	< 0.1%
4	16	< 0.1%
5	2	< 0.1%
6	3	< 0.1%
7	2	< 0.1%
9	1	< 0.1%
11	1	< 0.1%

Value	Count	Frequency (%)
884	1	< 0.1%
767	1	< 0.1%
281	1	< 0.1%
275	1	< 0.1%
238	1	< 0.1%
102	1	< 0.1%
38	1	< 0.1%
22	1	< 0.1%
21	1	< 0.1%
18	1	< 0.1%

root_shell
Categorical

High correlation Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	27.3 MiB

0	493966
1	55

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	494021
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	493966	> 99.9%
1	55	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	493966	> 99.9%
1	55	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
0	493966	> 99.9%
1	55	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	494021	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	493966	> 99.9%
1	55	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	494021	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	493966	> 99.9%
1	55	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	494021	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	493966	> 99.9%
1	55	< 0.1%

su_attempted
Categorical

High correlation Imbalance

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	27.3 MiB

0	494009
1	6
2	6

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	494021
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	494009	> 99.9%
1	6	< 0.1%
2	6	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	494009	> 99.9%
1	6	< 0.1%
2	6	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
0	494009	> 99.9%
1	6	< 0.1%
2	6	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	494021	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	494009	> 99.9%
1	6	< 0.1%
2	6	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	494021	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	494009	> 99.9%
1	6	< 0.1%
2	6	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	494021	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	494009	> 99.9%
1	6	< 0.1%
2	6	< 0.1%

num_root
Real number (ℝ)

High correlation Skewed Zeros

Distinct	20
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.011351744

Minimum	0
Maximum	993
Zeros	493436
Zeros (%)	99.9%
Negative	0
Negative (%)	0.0%
Memory size	3.8 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	993
Range	993
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	2.0127183
Coefficient of variation (CV)	177.30476
Kurtosis	188933.05
Mean	0.011351744
Median Absolute Deviation (MAD)	0
Skewness	417.06584
Sum	5608
Variance	4.0510351
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=20)

Value	Count	Frequency (%)
0	493436	99.9%
1	233	< 0.1%
9	167	< 0.1%
6	126	< 0.1%
2	22	< 0.1%
5	12	< 0.1%
4	10	< 0.1%
3	3	< 0.1%
16	1	< 0.1%
857	1	< 0.1%
Other values (10)	10	< 0.1%

Value	Count	Frequency (%)
0	493436	99.9%
1	233	< 0.1%
2	22	< 0.1%
3	3	< 0.1%
4	10	< 0.1%
5	12	< 0.1%
6	126	< 0.1%
7	1	< 0.1%
9	167	< 0.1%
12	1	< 0.1%

Value	Count	Frequency (%)
993	1	< 0.1%
857	1	< 0.1%
306	1	< 0.1%
278	1	< 0.1%
268	1	< 0.1%
119	1	< 0.1%
54	1	< 0.1%
39	1	< 0.1%
16	1	< 0.1%
14	1	< 0.1%

num_file_creations
Real number (ℝ)

Skewed Zeros

Distinct	18
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.0010829499

Minimum	0
Maximum	28
Zeros	493756
Zeros (%)	99.9%
Negative	0
Negative (%)	0.0%
Memory size	3.8 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	28
Range	28
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.096415879
Coefficient of variation (CV)	89.030783
Kurtosis	43583.895
Mean	0.0010829499
Median Absolute Deviation (MAD)	0
Skewness	192.33477
Sum	535
Variance	0.0092960217
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=18)

Value	Count	Frequency (%)
0	493756	99.9%
1	207	< 0.1%
2	36	< 0.1%
4	7	< 0.1%
16	2	< 0.1%
15	1	< 0.1%
9	1	< 0.1%
28	1	< 0.1%
10	1	< 0.1%
21	1	< 0.1%
Other values (8)	8	< 0.1%

Value	Count	Frequency (%)
0	493756	99.9%
1	207	< 0.1%
2	36	< 0.1%
4	7	< 0.1%
5	1	< 0.1%
7	1	< 0.1%
8	1	< 0.1%
9	1	< 0.1%
10	1	< 0.1%
12	1	< 0.1%

Value	Count	Frequency (%)
28	1	< 0.1%
25	1	< 0.1%
22	1	< 0.1%
21	1	< 0.1%
20	1	< 0.1%
16	2	< 0.1%
15	1	< 0.1%
14	1	< 0.1%
12	1	< 0.1%
10	1	< 0.1%

num_shells
Categorical

Imbalance

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	27.3 MiB

0	493970
1	48
2	3

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	494021
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	493970	> 99.9%
1	48	< 0.1%
2	3	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	493970	> 99.9%
1	48	< 0.1%
2	3	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
0	493970	> 99.9%
1	48	< 0.1%
2	3	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	494021	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	493970	> 99.9%
1	48	< 0.1%
2	3	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	494021	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	493970	> 99.9%
1	48	< 0.1%
2	3	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	494021	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	493970	> 99.9%
1	48	< 0.1%
2	3	< 0.1%

num_access_files
Real number (ℝ)

High correlation Skewed Zeros

Distinct	7
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.0010080543

Minimum	0
Maximum	8
Zeros	493567
Zeros (%)	99.9%
Negative	0
Negative (%)	0.0%
Memory size	3.8 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	8
Range	8
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.03648169
Coefficient of variation (CV)	36.190203
Kurtosis	7571.4041
Mean	0.0010080543
Median Absolute Deviation (MAD)	0
Skewness	61.201452
Sum	498
Variance	0.0013309137
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
0	493567	99.9%
1	424	0.1%
2	25	< 0.1%
3	2	< 0.1%
4	1	< 0.1%
6	1	< 0.1%
8	1	< 0.1%

Value	Count	Frequency (%)
0	493567	99.9%
1	424	0.1%
2	25	< 0.1%
3	2	< 0.1%
4	1	< 0.1%
6	1	< 0.1%
8	1	< 0.1%

Value	Count	Frequency (%)
8	1	< 0.1%
6	1	< 0.1%
4	1	< 0.1%
3	2	< 0.1%
2	25	< 0.1%
1	424	0.1%
0	493567	99.9%

num_outbound_cmds
Categorical

Constant

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	27.3 MiB

0	494021

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	494021
Distinct characters	1
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	494021	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	494021	100.0%

Most occurring characters

Value	Count	Frequency (%)
0	494021	100.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	494021	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	494021	100.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	494021	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	494021	100.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	494021	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	494021	100.0%

is_host_login
Categorical

Constant

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	27.3 MiB

0	494021

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	494021
Distinct characters	1
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	494021	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	494021	100.0%

Most occurring characters

Value	Count	Frequency (%)
0	494021	100.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	494021	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	494021	100.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	494021	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	494021	100.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	494021	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	494021	100.0%

is_guest_login
Categorical

High correlation Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	27.3 MiB

0	493336
1	685

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	494021
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	493336	99.9%
1	685	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	493336	99.9%
1	685	0.1%

Most occurring characters

Value	Count	Frequency (%)
0	493336	99.9%
1	685	0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	494021	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	493336	99.9%
1	685	0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	494021	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	493336	99.9%
1	685	0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	494021	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	493336	99.9%
1	685	0.1%

count
Real number (ℝ)

High correlation

Distinct	490
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	332.28569

Minimum	0
Maximum	511
Zeros	2
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	3.8 MiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	117
median	510
Q3	511
95-th percentile	511
Maximum	511
Range	511
Interquartile range (IQR)	394

Descriptive statistics

Standard deviation	213.14741
Coefficient of variation (CV)	0.64145829
Kurtosis	-1.4722098
Mean	332.28569
Median Absolute Deviation (MAD)	1
Skewness	-0.54200562
Sum	1.6415611 × 10⁸
Variance	45431.819
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
511	227895	46.1%
1	39214	7.9%
510	26598	5.4%
2	11219	2.3%
3	5812	1.2%
509	5605	1.1%
4	5400	1.1%
5	4469	0.9%
6	3708	0.8%
7	3254	0.7%
Other values (480)	160847	32.6%

Value	Count	Frequency (%)
0	2	< 0.1%
1	39214	7.9%
2	11219	2.3%
3	5812	1.2%
4	5400	1.1%
5	4469	0.9%
6	3708	0.8%
7	3254	0.7%
8	2921	0.6%
9	2692	0.5%

Value	Count	Frequency (%)
511	227895	46.1%
510	26598	5.4%
509	5605	1.1%
508	1426	0.3%
507	541	0.1%
506	163	< 0.1%
505	79	< 0.1%
504	161	< 0.1%
503	40	< 0.1%
502	42	< 0.1%

srv_count
Real number (ℝ)

High correlation

Distinct	470
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	292.90656

Minimum	0
Maximum	511
Zeros	2
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	3.8 MiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	10
median	510
Q3	511
95-th percentile	511
Maximum	511
Range	511
Interquartile range (IQR)	501

Descriptive statistics

Standard deviation	246.32282
Coefficient of variation (CV)	0.84096041
Kurtosis	-1.9151417
Mean	292.90656
Median Absolute Deviation (MAD)	1
Skewness	-0.27384793
Sum	1.4470199 × 10⁸
Variance	60674.93
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
511	226559	45.9%
1	37001	7.5%
510	26898	5.4%
2	18857	3.8%
3	11280	2.3%
4	9875	2.0%
5	9160	1.9%
6	8615	1.7%
8	8150	1.6%
7	7982	1.6%
Other values (460)	129644	26.2%

Value	Count	Frequency (%)
0	2	< 0.1%
1	37001	7.5%
2	18857	3.8%
3	11280	2.3%
4	9875	2.0%
5	9160	1.9%
6	8615	1.7%
7	7982	1.6%
8	8150	1.6%
9	7557	1.5%

Value	Count	Frequency (%)
511	226559	45.9%
510	26898	5.4%
509	5433	1.1%
508	1377	0.3%
507	541	0.1%
506	163	< 0.1%
505	79	< 0.1%
504	161	< 0.1%
503	40	< 0.1%
502	42	< 0.1%

serror_rate
Real number (ℝ)

High correlation Zeros

Distinct	92
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.17668666

Minimum	0
Maximum	1
Zeros	404787
Zeros (%)	81.9%
Negative	0
Negative (%)	0.0%
Memory size	3.8 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.38071696
Coefficient of variation (CV)	2.1547578
Kurtosis	0.8855008
Mean	0.17668666
Median Absolute Deviation (MAD)	0
Skewness	1.6975981
Sum	87286.92
Variance	0.1449454
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	404787	81.9%
1	86537	17.5%
0.99	311	0.1%
0.08	155	< 0.1%
0.05	150	< 0.1%
0.06	129	< 0.1%
0.07	129	< 0.1%
0.14	118	< 0.1%
0.04	115	< 0.1%
0.01	109	< 0.1%
Other values (82)	1481	0.3%

Value	Count	Frequency (%)
0	404787	81.9%
0.01	109	< 0.1%
0.02	62	< 0.1%
0.03	92	< 0.1%
0.04	115	< 0.1%
0.05	150	< 0.1%
0.06	129	< 0.1%
0.07	129	< 0.1%
0.08	155	< 0.1%
0.09	102	< 0.1%

Value	Count	Frequency (%)
1	86537	17.5%
0.99	311	0.1%
0.98	18	< 0.1%
0.97	10	< 0.1%
0.96	8	< 0.1%
0.95	6	< 0.1%
0.94	6	< 0.1%
0.93	4	< 0.1%
0.92	2	< 0.1%
0.91	2	< 0.1%

srv_serror_rate
Real number (ℝ)

High correlation Zeros

Distinct	51
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.17660881

Minimum	0
Maximum	1
Zeros	405686
Zeros (%)	82.1%
Negative	0
Negative (%)	0.0%
Memory size	3.8 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.38101658
Coefficient of variation (CV)	2.1574042
Kurtosis	0.88220351
Mean	0.17660881
Median Absolute Deviation (MAD)	0
Skewness	1.6972073
Sum	87248.46
Variance	0.14517364
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	405686	82.1%
1	87052	17.6%
0.03	139	< 0.1%
0.04	120	< 0.1%
0.05	109	< 0.1%
0.06	98	< 0.1%
0.02	84	< 0.1%
0.5	78	< 0.1%
0.08	73	< 0.1%
0.07	68	< 0.1%
Other values (41)	514	0.1%

Value	Count	Frequency (%)
0	405686	82.1%
0.01	10	< 0.1%
0.02	84	< 0.1%
0.03	139	< 0.1%
0.04	120	< 0.1%
0.05	109	< 0.1%
0.06	98	< 0.1%
0.07	68	< 0.1%
0.08	73	< 0.1%
0.09	48	< 0.1%

Value	Count	Frequency (%)
1	87052	17.6%
0.95	5	< 0.1%
0.94	5	< 0.1%
0.93	2	< 0.1%
0.92	6	< 0.1%
0.91	3	< 0.1%
0.9	1	< 0.1%
0.88	4	< 0.1%
0.86	1	< 0.1%
0.85	2	< 0.1%

rerror_rate
Real number (ℝ)

High correlation Zeros

Distinct	77
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.057433409

Minimum	0
Maximum	1
Zeros	464948
Zeros (%)	94.1%
Negative	0
Negative (%)	0.0%
Memory size	3.8 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.23162347
Coefficient of variation (CV)	4.0329049
Kurtosis	12.457472
Mean	0.057433409
Median Absolute Deviation (MAD)	0
Skewness	3.798979
Sum	28373.31
Variance	0.053649434
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	464948	94.1%
1	26979	5.5%
0.86	113	< 0.1%
0.87	102	< 0.1%
0.92	97	< 0.1%
0.25	92	< 0.1%
0.9	91	< 0.1%
0.95	91	< 0.1%
0.5	78	< 0.1%
0.91	75	< 0.1%
Other values (67)	1355	0.3%

Value	Count	Frequency (%)
0	464948	94.1%
0.01	62	< 0.1%
0.02	35	< 0.1%
0.03	28	< 0.1%
0.04	13	< 0.1%
0.05	20	< 0.1%
0.06	18	< 0.1%
0.07	11	< 0.1%
0.08	14	< 0.1%
0.09	12	< 0.1%

Value	Count	Frequency (%)
1	26979	5.5%
0.99	49	< 0.1%
0.98	34	< 0.1%
0.97	36	< 0.1%
0.96	66	< 0.1%
0.95	91	< 0.1%
0.94	63	< 0.1%
0.93	64	< 0.1%
0.92	97	< 0.1%
0.91	75	< 0.1%

srv_rerror_rate
Real number (ℝ)

High correlation Zeros

Distinct	51
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.057718943

Minimum	0
Maximum	1
Zeros	464320
Zeros (%)	94.0%
Negative	0
Negative (%)	0.0%
Memory size	3.8 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.23214698
Coefficient of variation (CV)	4.0220241
Kurtosis	12.472139
Mean	0.057718943
Median Absolute Deviation (MAD)	0
Skewness	3.7999865
Sum	28514.37
Variance	0.053892221
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	464320	94.0%
1	28116	5.7%
0.33	252	0.1%
0.5	201	< 0.1%
0.25	173	< 0.1%
0.2	143	< 0.1%
0.17	128	< 0.1%
0.14	73	< 0.1%
0.04	63	< 0.1%
0.03	61	< 0.1%
Other values (41)	491	0.1%

Value	Count	Frequency (%)
0	464320	94.0%
0.01	6	< 0.1%
0.02	54	< 0.1%
0.03	61	< 0.1%
0.04	63	< 0.1%
0.05	41	< 0.1%
0.06	54	< 0.1%
0.07	36	< 0.1%
0.08	28	< 0.1%
0.09	24	< 0.1%

Value	Count	Frequency (%)
1	28116	5.7%
0.96	2	< 0.1%
0.95	1	< 0.1%
0.94	1	< 0.1%
0.93	1	< 0.1%
0.92	2	< 0.1%
0.88	2	< 0.1%
0.87	1	< 0.1%
0.86	3	< 0.1%
0.85	1	< 0.1%

same_srv_rate
Real number (ℝ)

High correlation

Distinct	99
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.79154734

Minimum	0
Maximum	1
Zeros	3627
Zeros (%)	0.7%
Negative	0
Negative (%)	0.0%
Memory size	3.8 MiB

Quantile statistics

Minimum	0
5-th percentile	0.03
Q1	1
median	1
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.38818949
Coefficient of variation (CV)	0.49041854
Kurtosis	-0.17102919
Mean	0.79154734
Median Absolute Deviation (MAD)	0
Skewness	-1.3421414
Sum	391041.01
Variance	0.15069108
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	382079	77.3%
0.06	11196	2.3%
0.05	10582	2.1%
0.04	10161	2.1%
0.07	10028	2.0%
0.03	9554	1.9%
0.02	9377	1.9%
0.01	8746	1.8%
0.08	7298	1.5%
0.09	4974	1.0%
Other values (89)	30026	6.1%

Value	Count	Frequency (%)
0	3627	0.7%
0.01	8746	1.8%
0.02	9377	1.9%
0.03	9554	1.9%
0.04	10161	2.1%
0.05	10582	2.1%
0.06	11196	2.3%
0.07	10028	2.0%
0.08	7298	1.5%
0.09	4974	1.0%

Value	Count	Frequency (%)
1	382079	77.3%
0.99	144	< 0.1%
0.98	94	< 0.1%
0.97	35	< 0.1%
0.96	10	< 0.1%
0.95	12	< 0.1%
0.94	12	< 0.1%
0.93	6	< 0.1%
0.92	15	< 0.1%
0.91	7	< 0.1%

diff_srv_rate
Real number (ℝ)

High correlation Zeros

Distinct	78
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.020982387

Minimum	0
Maximum	1
Zeros	382021
Zeros (%)	77.3%
Negative	0
Negative (%)	0.0%
Memory size	3.8 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0.07
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.082205493
Coefficient of variation (CV)	3.9178332
Kurtosis	105.1129
Mean	0.020982387
Median Absolute Deviation (MAD)	0
Skewness	9.6424263
Sum	10365.74
Variance	0.0067577431
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	382021	77.3%
0.06	52812	10.7%
0.07	28798	5.8%
0.05	19218	3.9%
0.08	3254	0.7%
1	2358	0.5%
0.04	955	0.2%
0.67	664	0.1%
0.5	590	0.1%
0.09	402	0.1%
Other values (68)	2949	0.6%

Value	Count	Frequency (%)
0	382021	77.3%
0.01	105	< 0.1%
0.02	60	< 0.1%
0.03	98	< 0.1%
0.04	955	0.2%
0.05	19218	3.9%
0.06	52812	10.7%
0.07	28798	5.8%
0.08	3254	0.7%
0.09	402	0.1%

Value	Count	Frequency (%)
1	2358	0.5%
0.99	8	< 0.1%
0.97	2	< 0.1%
0.96	32	< 0.1%
0.95	17	< 0.1%
0.89	3	< 0.1%
0.88	1	< 0.1%
0.86	1	< 0.1%
0.83	1	< 0.1%
0.82	1	< 0.1%

srv_diff_host_rate
Real number (ℝ)

High correlation Zeros

Distinct	64
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.028996804

Minimum	0
Maximum	1
Zeros	459377
Zeros (%)	93.0%
Negative	0
Negative (%)	0.0%
Memory size	3.8 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0.14
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.14239747
Coefficient of variation (CV)	4.9107987
Kurtosis	35.114936
Mean	0.028996804
Median Absolute Deviation (MAD)	0
Skewness	5.8690112
Sum	14325.03
Variance	0.020277039
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	459377	93.0%
1	8099	1.6%
0.12	1508	0.3%
0.5	1418	0.3%
0.67	1410	0.3%
0.33	1243	0.3%
0.11	1207	0.2%
0.25	1120	0.2%
0.1	1066	0.2%
0.14	1045	0.2%
Other values (54)	16528	3.3%

Value	Count	Frequency (%)
0	459377	93.0%
0.01	416	0.1%
0.02	496	0.1%
0.03	167	< 0.1%
0.04	296	0.1%
0.05	494	0.1%
0.06	705	0.1%
0.07	858	0.2%
0.08	990	0.2%
0.09	930	0.2%

Value	Count	Frequency (%)
1	8099	1.6%
0.88	2	< 0.1%
0.86	3	< 0.1%
0.83	16	< 0.1%
0.8	75	< 0.1%
0.77	1	< 0.1%
0.75	359	0.1%
0.71	12	< 0.1%
0.7	1	< 0.1%
0.67	1410	0.3%

dst_host_count
Real number (ℝ)

High correlation

Distinct	256
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	232.47078

Minimum	0
Maximum	255
Zeros	3
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	3.8 MiB

Quantile statistics

Minimum	0
5-th percentile	33
Q1	255
median	255
Q3	255
95-th percentile	255
Maximum	255
Range	255
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	64.74538
Coefficient of variation (CV)	0.27850976
Kurtosis	5.852867
Mean	232.47078
Median Absolute Deviation (MAD)	0
Skewness	-2.7306878
Sum	1.1484545 × 10⁸
Variance	4191.9643
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
255	432829	87.6%
1	2884	0.6%
2	2023	0.4%
3	1434	0.3%
4	1317	0.3%
5	1073	0.2%
6	1007	0.2%
7	866	0.2%
8	842	0.2%
9	814	0.2%
Other values (246)	48932	9.9%

Value	Count	Frequency (%)
0	3	< 0.1%
1	2884	0.6%
2	2023	0.4%
3	1434	0.3%
4	1317	0.3%
5	1073	0.2%
6	1007	0.2%
7	866	0.2%
8	842	0.2%
9	814	0.2%

Value	Count	Frequency (%)
255	432829	87.6%
254	70	< 0.1%
253	71	< 0.1%
252	78	< 0.1%
251	80	< 0.1%
250	83	< 0.1%
249	71	< 0.1%
248	88	< 0.1%
247	78	< 0.1%
246	61	< 0.1%

dst_host_srv_count
Real number (ℝ)

High correlation

Distinct	256
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	188.66567

Minimum	0
Maximum	255
Zeros	3
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	3.8 MiB

Quantile statistics

Minimum	0
5-th percentile	3
Q1	46
median	255
Q3	255
95-th percentile	255
Maximum	255
Range	255
Interquartile range (IQR)	209

Descriptive statistics

Standard deviation	106.04044
Coefficient of variation (CV)	0.56205476
Kurtosis	-0.8741455
Mean	188.66567
Median Absolute Deviation (MAD)	0
Skewness	-1.0348572
Sum	93204803
Variance	11244.574
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
255	337746	68.4%
1	11895	2.4%
2	7243	1.5%
3	5855	1.2%
11	5627	1.1%
8	5579	1.1%
10	5550	1.1%
5	5494	1.1%
6	5394	1.1%
12	5388	1.1%
Other values (246)	98250	19.9%

Value	Count	Frequency (%)
0	3	< 0.1%
1	11895	2.4%
2	7243	1.5%
3	5855	1.2%
4	5382	1.1%
5	5494	1.1%
6	5394	1.1%
7	5265	1.1%
8	5579	1.1%
9	5261	1.1%

Value	Count	Frequency (%)
255	337746	68.4%
254	1067	0.2%
253	685	0.1%
252	513	0.1%
251	628	0.1%
250	721	0.1%
249	600	0.1%
248	389	0.1%
247	392	0.1%
246	408	0.1%

dst_host_same_srv_rate
Real number (ℝ)

High correlation Zeros

Distinct	101
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.7537797

Minimum	0
Maximum	1
Zeros	11469
Zeros (%)	2.3%
Negative	0
Negative (%)	0.0%
Memory size	3.8 MiB

Quantile statistics

Minimum	0
5-th percentile	0.02
Q1	0.41
median	1
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0.59

Descriptive statistics

Standard deviation	0.41078098
Coefficient of variation (CV)	0.54496158
Kurtosis	-0.68724913
Mean	0.7537797
Median Absolute Deviation (MAD)	0
Skewness	-1.1255329
Sum	372383
Variance	0.16874101
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	347828	70.4%
0.04	16092	3.3%
0.02	15880	3.2%
0.05	15414	3.1%
0.07	15165	3.1%
0.01	12839	2.6%
0	11469	2.3%
0.03	10656	2.2%
0.06	9974	2.0%
0.08	6199	1.3%
Other values (91)	32505	6.6%

Value	Count	Frequency (%)
0	11469	2.3%
0.01	12839	2.6%
0.02	15880	3.2%
0.03	10656	2.2%
0.04	16092	3.3%
0.05	15414	3.1%
0.06	9974	2.0%
0.07	15165	3.1%
0.08	6199	1.3%
0.09	2905	0.6%

Value	Count	Frequency (%)
1	347828	70.4%
0.99	1045	0.2%
0.98	1753	0.4%
0.97	822	0.2%
0.96	1473	0.3%
0.95	1372	0.3%
0.94	1109	0.2%
0.93	1095	0.2%
0.92	891	0.2%
0.91	945	0.2%

dst_host_diff_srv_rate
Real number (ℝ)

High correlation Zeros

Distinct	101
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.030905731

Minimum	0
Maximum	1
Zeros	347031
Zeros (%)	70.2%
Negative	0
Negative (%)	0.0%
Memory size	3.8 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0.04
95-th percentile	0.08
Maximum	1
Range	1
Interquartile range (IQR)	0.04

Descriptive statistics

Standard deviation	0.10925911
Coefficient of variation (CV)	3.535238
Kurtosis	50.290263
Mean	0.030905731
Median Absolute Deviation (MAD)	0
Skewness	6.8571685
Sum	15268.08
Variance	0.011937554
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	347031	70.2%
0.07	45922	9.3%
0.06	28224	5.7%
0.05	18466	3.7%
0.08	14540	2.9%
0.01	13341	2.7%
0.02	4543	0.9%
0.09	3909	0.8%
0.03	3519	0.7%
0.04	2811	0.6%
Other values (91)	11715	2.4%

Value	Count	Frequency (%)
0	347031	70.2%
0.01	13341	2.7%
0.02	4543	0.9%
0.03	3519	0.7%
0.04	2811	0.6%
0.05	18466	3.7%
0.06	28224	5.7%
0.07	45922	9.3%
0.08	14540	2.9%
0.09	3909	0.8%

Value	Count	Frequency (%)
1	2013	0.4%
0.99	6	< 0.1%
0.98	12	< 0.1%
0.97	11	< 0.1%
0.96	11	< 0.1%
0.95	14	< 0.1%
0.94	10	< 0.1%
0.93	8	< 0.1%
0.92	7	< 0.1%
0.91	61	< 0.1%

dst_host_same_src_port_rate
Real number (ℝ)

High correlation Zeros

Distinct	101
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.60193476

Minimum	0
Maximum	1
Zeros	142860
Zeros (%)	28.9%
Negative	0
Negative (%)	0.0%
Memory size	3.8 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.48130925
Coefficient of variation (CV)	0.79960369
Kurtosis	-1.8193508
Mean	0.60193476
Median Absolute Deviation (MAD)	0
Skewness	-0.40059615
Sum	297368.41
Variance	0.2316586
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	288883	58.5%
0	142860	28.9%
0.01	21912	4.4%
0.02	7228	1.5%
0.03	4419	0.9%
0.04	2749	0.6%
0.05	2176	0.4%
0.06	1784	0.4%
0.5	1642	0.3%
0.08	1428	0.3%
Other values (91)	18940	3.8%

Value	Count	Frequency (%)
0	142860	28.9%
0.01	21912	4.4%
0.02	7228	1.5%
0.03	4419	0.9%
0.04	2749	0.6%
0.05	2176	0.4%
0.06	1784	0.4%
0.07	1412	0.3%
0.08	1428	0.3%
0.09	844	0.2%

Value	Count	Frequency (%)
1	288883	58.5%
0.99	613	0.1%
0.98	466	0.1%
0.97	220	< 0.1%
0.96	285	0.1%
0.95	249	0.1%
0.94	113	< 0.1%
0.93	151	< 0.1%
0.92	118	< 0.1%
0.91	116	< 0.1%

dst_host_srv_diff_host_rate
Real number (ℝ)

High correlation Zeros

Distinct	65
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.0066835013

Minimum	0
Maximum	1
Zeros	441889
Zeros (%)	89.4%
Negative	0
Negative (%)	0.0%
Memory size	3.8 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0.03
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.042132874
Coefficient of variation (CV)	6.3040123
Kurtosis	271.01788
Mean	0.0066835013
Median Absolute Deviation (MAD)	0
Skewness	14.35258
Sum	3301.79
Variance	0.0017751791
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	441889	89.4%
0.02	11738	2.4%
0.01	10530	2.1%
0.04	6673	1.4%
0.03	6624	1.3%
0.05	4622	0.9%
0.06	1949	0.4%
0.07	1545	0.3%
0.5	763	0.2%
0.08	685	0.1%
Other values (55)	7003	1.4%

Value	Count	Frequency (%)
0	441889	89.4%
0.01	10530	2.1%
0.02	11738	2.4%
0.03	6624	1.3%
0.04	6673	1.4%
0.05	4622	0.9%
0.06	1949	0.4%
0.07	1545	0.3%
0.08	685	0.1%
0.09	630	0.1%

Value	Count	Frequency (%)
1	354	0.1%
0.8	1	< 0.1%
0.75	1	< 0.1%
0.7	1	< 0.1%
0.67	41	< 0.1%
0.62	1	< 0.1%
0.6	12	< 0.1%
0.58	1	< 0.1%
0.57	11	< 0.1%
0.56	8	< 0.1%

dst_host_serror_rate
Real number (ℝ)

High correlation Zeros

Distinct	100
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.17675396

Minimum	0
Maximum	1
Zeros	399810
Zeros (%)	80.9%
Negative	0
Negative (%)	0.0%
Memory size	3.8 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.3805931
Coefficient of variation (CV)	2.1532366
Kurtosis	0.88814719
Mean	0.17675396
Median Absolute Deviation (MAD)	0
Skewness	1.6983685
Sum	87320.17
Variance	0.14485111
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	399810	80.9%
1	86759	17.6%
0.01	3670	0.7%
0.02	989	0.2%
0.03	425	0.1%
0.09	269	0.1%
0.04	200	< 0.1%
0.05	183	< 0.1%
0.07	131	< 0.1%
0.08	129	< 0.1%
Other values (90)	1456	0.3%

Value	Count	Frequency (%)
0	399810	80.9%
0.01	3670	0.7%
0.02	989	0.2%
0.03	425	0.1%
0.04	200	< 0.1%
0.05	183	< 0.1%
0.06	107	< 0.1%
0.07	131	< 0.1%
0.08	129	< 0.1%
0.09	269	0.1%

Value	Count	Frequency (%)
1	86759	17.6%
0.99	35	< 0.1%
0.98	17	< 0.1%
0.97	11	< 0.1%
0.96	12	< 0.1%
0.95	8	< 0.1%
0.94	11	< 0.1%
0.93	7	< 0.1%
0.92	6	< 0.1%
0.91	5	< 0.1%

dst_host_srv_serror_rate
Real number (ℝ)

High correlation Zeros

Distinct	72
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.17644262

Minimum	0
Maximum	1
Zeros	400945
Zeros (%)	81.2%
Negative	0
Negative (%)	0.0%
Memory size	3.8 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.38091945
Coefficient of variation (CV)	2.1588857
Kurtosis	0.88711562
Mean	0.17644262
Median Absolute Deviation (MAD)	0
Skewness	1.6989593
Sum	87166.36
Variance	0.14509963
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	400945	81.2%
1	86997	17.6%
0.01	4868	1.0%
0.02	675	0.1%
0.03	149	< 0.1%
0.04	85	< 0.1%
0.05	49	< 0.1%
0.06	30	< 0.1%
0.08	15	< 0.1%
0.07	14	< 0.1%
Other values (62)	194	< 0.1%

Value	Count	Frequency (%)
0	400945	81.2%
0.01	4868	1.0%
0.02	675	0.1%
0.03	149	< 0.1%
0.04	85	< 0.1%
0.05	49	< 0.1%
0.06	30	< 0.1%
0.07	14	< 0.1%
0.08	15	< 0.1%
0.09	10	< 0.1%

Value	Count	Frequency (%)
1	86997	17.6%
0.98	5	< 0.1%
0.97	5	< 0.1%
0.96	7	< 0.1%
0.95	3	< 0.1%
0.94	2	< 0.1%
0.93	3	< 0.1%
0.92	2	< 0.1%
0.91	3	< 0.1%
0.9	1	< 0.1%

dst_host_rerror_rate
Real number (ℝ)

High correlation Zeros

Distinct	101
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.05811761

Minimum	0
Maximum	1
Zeros	458792
Zeros (%)	92.9%
Negative	0
Negative (%)	0.0%
Memory size	3.8 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.23058951
Coefficient of variation (CV)	3.9676357
Kurtosis	12.38272
Mean	0.05811761
Median Absolute Deviation (MAD)	0
Skewness	3.7812948
Sum	28711.32
Variance	0.053171521
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	458792	92.9%
1	26040	5.3%
0.01	1596	0.3%
0.02	932	0.2%
0.04	801	0.2%
0.05	750	0.2%
0.03	565	0.1%
0.06	238	< 0.1%
0.85	131	< 0.1%
0.93	116	< 0.1%
Other values (91)	4060	0.8%

Value	Count	Frequency (%)
0	458792	92.9%
0.01	1596	0.3%
0.02	932	0.2%
0.03	565	0.1%
0.04	801	0.2%
0.05	750	0.2%
0.06	238	< 0.1%
0.07	97	< 0.1%
0.08	97	< 0.1%
0.09	68	< 0.1%

Value	Count	Frequency (%)
1	26040	5.3%
0.99	66	< 0.1%
0.98	64	< 0.1%
0.97	67	< 0.1%
0.96	81	< 0.1%
0.95	115	< 0.1%
0.94	63	< 0.1%
0.93	116	< 0.1%
0.92	103	< 0.1%
0.91	80	< 0.1%

dst_host_srv_rerror_rate
Real number (ℝ)

High correlation Zeros

Distinct	101
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.057411669

Minimum	0
Maximum	1
Zeros	459805
Zeros (%)	93.1%
Negative	0
Negative (%)	0.0%
Memory size	3.8 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.23014032
Coefficient of variation (CV)	4.0085984
Kurtosis	12.54256
Mean	0.057411669
Median Absolute Deviation (MAD)	0
Skewness	3.8057739
Sum	28362.57
Variance	0.052964569
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	459805	93.1%
1	25695	5.2%
0.01	1851	0.4%
0.04	830	0.2%
0.02	783	0.2%
0.05	773	0.2%
0.03	528	0.1%
0.98	322	0.1%
0.99	294	0.1%
0.06	246	< 0.1%
Other values (91)	2894	0.6%

Value	Count	Frequency (%)
0	459805	93.1%
0.01	1851	0.4%
0.02	783	0.2%
0.03	528	0.1%
0.04	830	0.2%
0.05	773	0.2%
0.06	246	< 0.1%
0.07	94	< 0.1%
0.08	43	< 0.1%
0.09	31	< 0.1%

Value	Count	Frequency (%)
1	25695	5.2%
0.99	294	0.1%
0.98	322	0.1%
0.97	147	< 0.1%
0.96	103	< 0.1%
0.95	108	< 0.1%
0.94	100	< 0.1%
0.93	99	< 0.1%
0.92	61	< 0.1%
0.91	68	< 0.1%

outcome
Categorical

High correlation Imbalance

Distinct	23
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	30.0 MiB

smurf.	280790
neptune.	107201
normal.	97278
back.	2203
satan.	1589
Other values (18)	4960

Length

Max length	16
Median length	6
Mean length	6.6584538
Min length	4

Characters and Unicode

Total characters	3289416
Distinct characters	25
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	normal.
2nd row	normal.
3rd row	normal.
4th row	normal.
5th row	normal.

Common Values

Value	Count	Frequency (%)
smurf.	280790	56.8%
neptune.	107201	21.7%
normal.	97278	19.7%
back.	2203	0.4%
satan.	1589	0.3%
ipsweep.	1247	0.3%
portsweep.	1040	0.2%
warezclient.	1020	0.2%
teardrop.	979	0.2%
pod.	264	0.1%
Other values (13)	410	0.1%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
smurf	280790	56.8%
neptune	107201	21.7%
normal	97278	19.7%
back	2203	0.4%
satan	1589	0.3%
ipsweep	1247	0.3%
portsweep	1040	0.2%
warezclient	1020	0.2%
teardrop	979	0.2%
pod	264	0.1%
Other values (13)	410	0.1%

Most occurring characters

Value	Count	Frequency (%)
.	494021	15.0%
u	388090	11.8%
r	382207	11.6%
m	378347	11.5%
n	314541	9.6%
s	284900	8.7%
f	280892	8.5%
e	222168	6.8%
p	113338	3.4%
t	111892	3.4%
Other values (15)	319020	9.7%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	3289416	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
.	494021	15.0%
u	388090	11.8%
r	382207	11.6%
m	378347	11.5%
n	314541	9.6%
s	284900	8.7%
f	280892	8.5%
e	222168	6.8%
p	113338	3.4%
t	111892	3.4%
Other values (15)	319020	9.7%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	3289416	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
.	494021	15.0%
u	388090	11.8%
r	382207	11.6%
m	378347	11.5%
n	314541	9.6%
s	284900	8.7%
f	280892	8.5%
e	222168	6.8%
p	113338	3.4%
t	111892	3.4%
Other values (15)	319020	9.7%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	3289416	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
.	494021	15.0%
u	388090	11.8%
r	382207	11.6%
m	378347	11.5%
n	314541	9.6%
s	284900	8.7%
f	280892	8.5%
e	222168	6.8%
p	113338	3.4%
t	111892	3.4%
Other values (15)	319020	9.7%

Interactions

Correlations

	count	diff_srv_rate	dst_bytes	dst_host_count	dst_host_diff_srv_rate	dst_host_rerror_rate	dst_host_same_src_port_rate	dst_host_same_srv_rate	dst_host_serror_rate	dst_host_srv_count	dst_host_srv_diff_host_rate	dst_host_srv_rerror_rate	dst_host_srv_serror_rate	duration	flag	hot	is_guest_login	land	logged_in	num_access_files	num_compromised	num_failed_logins	num_file_creations	num_root	num_shells	outcome	protocol_type	rerror_rate	root_shell	same_srv_rate	serror_rate	src_bytes	srv_count	srv_diff_host_rate	srv_rerror_rate	srv_serror_rate	su_attempted	urgent	wrong_fragment
count	1.000	-0.362	-0.639	0.547	-0.547	-0.261	0.777	0.540	-0.332	0.587	-0.497	-0.256	-0.335	-0.259	0.318	-0.121	0.072	0.012	0.802	-0.045	-0.097	-0.018	-0.036	-0.055	0.013	0.467	0.725	-0.214	0.020	0.347	-0.304	0.666	0.951	-0.384	-0.221	-0.309	0.005	0.000	0.130
diff_srv_rate	-0.362	1.000	-0.223	0.186	0.851	0.299	-0.727	-0.869	0.807	-0.844	-0.177	0.299	0.796	-0.051	0.081	-0.041	0.009	0.000	0.025	-0.015	-0.035	-0.006	-0.009	-0.011	0.007	0.250	0.154	0.346	0.003	-0.982	0.828	-0.740	-0.512	-0.138	0.333	0.815	0.000	0.000	0.000
dst_bytes	-0.639	-0.223	1.000	-0.612	-0.035	-0.003	-0.396	0.055	-0.167	0.024	0.579	0.002	-0.158	0.299	0.021	0.193	0.000	0.000	0.020	0.066	0.170	0.022	0.034	-0.004	0.000	0.321	0.009	-0.101	0.095	0.230	-0.206	-0.168	-0.498	0.521	-0.081	-0.199	0.204	0.000	0.000
dst_host_count	0.547	0.186	-0.612	1.000	0.044	-0.125	0.190	-0.070	0.124	0.023	-0.919	-0.125	0.114	-0.161	0.070	-0.074	0.076	0.031	0.680	-0.024	-0.042	-0.028	-0.050	-0.079	0.025	0.252	0.293	-0.068	0.026	-0.190	0.165	0.130	0.443	-0.445	-0.073	0.160	0.013	0.006	0.056
dst_host_diff_srv_rate	-0.547	0.851	-0.035	0.044	1.000	0.287	-0.766	-0.980	0.719	-0.955	-0.089	0.271	0.701	0.232	0.143	-0.017	0.039	0.015	0.110	0.027	-0.039	-0.003	0.027	0.047	0.002	0.297	0.353	0.309	0.006	-0.845	0.720	-0.713	-0.674	-0.050	0.300	0.708	0.000	0.021	0.088
dst_host_rerror_rate	-0.261	0.299	-0.003	-0.125	0.287	1.000	-0.299	-0.278	-0.088	-0.312	0.115	0.951	-0.112	-0.008	0.332	0.199	0.014	0.000	0.116	-0.005	0.214	0.032	0.001	-0.000	0.004	0.251	0.229	0.910	0.025	-0.282	-0.103	-0.297	-0.313	0.023	0.905	-0.123	0.015	0.000	0.214
dst_host_same_src_port_rate	0.777	-0.727	-0.396	0.190	-0.766	-0.299	1.000	0.771	-0.659	0.769	-0.175	-0.297	-0.653	-0.065	0.230	-0.087	0.046	0.002	0.498	-0.033	-0.079	-0.007	-0.015	-0.016	0.042	0.346	0.698	-0.278	0.016	0.733	-0.650	0.815	0.812	-0.223	-0.282	-0.646	0.001	0.014	0.164
dst_host_same_srv_rate	0.540	-0.869	0.055	-0.070	-0.980	-0.278	0.771	1.000	-0.742	0.970	0.108	-0.264	-0.725	-0.212	0.308	0.019	0.262	0.003	0.354	-0.021	0.039	0.003	-0.022	-0.039	0.043	0.353	0.530	-0.303	0.010	0.874	-0.746	0.729	0.682	0.069	-0.294	-0.734	0.030	0.016	0.193
dst_host_serror_rate	-0.332	0.807	-0.167	0.124	0.719	-0.088	-0.659	-0.742	1.000	-0.723	-0.119	-0.097	0.968	-0.057	0.341	-0.005	0.041	0.031	0.193	-0.011	-0.005	0.015	-0.002	-0.008	0.007	0.362	0.416	-0.094	0.026	-0.830	0.974	-0.646	-0.449	-0.098	-0.096	0.967	0.086	0.000	0.115
dst_host_srv_count	0.587	-0.844	0.024	0.023	-0.955	-0.312	0.769	0.970	-0.723	1.000	0.044	-0.301	-0.708	-0.217	0.306	-0.018	0.160	0.011	0.371	-0.024	0.003	-0.015	-0.027	-0.039	0.039	0.359	0.541	-0.330	0.010	0.849	-0.724	0.742	0.721	0.035	-0.323	-0.713	0.016	0.000	0.162
dst_host_srv_diff_host_rate	-0.497	-0.177	0.579	-0.919	-0.089	0.115	-0.175	0.108	-0.119	0.044	1.000	0.121	-0.104	0.101	0.103	-0.014	0.000	0.120	0.030	0.012	-0.021	-0.003	0.031	0.061	0.010	0.341	0.089	0.073	0.025	0.179	-0.154	-0.140	-0.392	0.433	0.075	-0.148	0.002	0.000	0.153
dst_host_srv_rerror_rate	-0.256	0.299	0.002	-0.125	0.271	0.951	-0.297	-0.264	-0.097	-0.301	0.121	1.000	-0.111	-0.014	0.335	0.189	0.018	0.000	0.111	-0.005	0.218	0.032	-0.001	-0.005	0.000	0.154	0.223	0.912	0.048	-0.283	-0.105	-0.301	-0.308	0.025	0.915	-0.125	0.049	0.000	0.008
dst_host_srv_serror_rate	-0.335	0.796	-0.158	0.114	0.701	-0.112	-0.653	-0.725	0.968	-0.708	-0.104	-0.111	1.000	-0.057	0.375	-0.011	0.020	0.281	0.193	-0.011	-0.005	0.015	-0.004	-0.007	0.025	0.357	0.414	-0.111	0.054	-0.819	0.966	-0.642	-0.443	-0.093	-0.114	0.971	0.171	0.000	0.016
duration	-0.259	-0.051	0.299	-0.161	0.232	-0.008	-0.065	-0.212	-0.057	-0.217	0.101	-0.014	-0.057	1.000	0.080	0.109	0.027	0.000	0.011	0.019	0.011	0.014	0.061	0.013	0.000	0.075	0.141	-0.026	0.031	0.062	-0.074	0.014	-0.250	0.124	-0.026	-0.074	0.060	0.000	0.000
flag	0.318	0.081	0.021	0.070	0.143	0.332	0.230	0.308	0.341	0.306	0.103	0.335	0.375	0.080	1.000	0.009	0.021	0.014	0.230	0.008	0.000	0.117	0.007	0.000	0.000	0.465	0.494	0.344	0.004	0.322	0.360	0.041	0.214	0.044	0.338	0.369	0.000	0.000	0.019
hot	-0.121	-0.041	0.193	-0.074	-0.017	0.199	-0.087	0.019	-0.005	-0.018	-0.014	0.189	-0.011	0.109	0.009	1.000	0.973	0.000	0.091	0.004	0.812	0.113	0.029	0.003	0.016	0.182	0.034	0.013	0.027	0.041	-0.035	0.114	-0.115	0.032	0.052	-0.035	0.000	0.000	0.000
is_guest_login	0.072	0.009	0.000	0.076	0.039	0.014	0.046	0.262	0.041	0.160	0.000	0.018	0.020	0.027	0.021	0.973	1.000	0.000	0.089	0.000	0.000	0.000	0.022	0.000	0.000	0.371	0.047	0.009	0.000	0.022	0.017	0.000	0.043	0.007	0.008	0.017	0.000	0.000	0.000
land	0.012	0.000	0.000	0.031	0.015	0.000	0.002	0.003	0.031	0.011	0.120	0.000	0.281	0.000	0.014	0.000	0.000	1.000	0.002	0.000	0.000	0.000	0.000	0.000	0.000	0.977	0.008	0.031	0.000	0.006	0.028	0.000	0.006	0.042	0.000	0.014	0.000	0.000	0.000
logged_in	0.802	0.025	0.020	0.680	0.110	0.116	0.498	0.354	0.193	0.371	0.030	0.111	0.193	0.011	0.230	0.091	0.089	0.002	1.000	0.073	0.008	0.003	0.015	0.008	0.024	0.827	0.528	0.118	0.025	0.221	0.193	0.000	0.481	0.461	0.143	0.201	0.012	0.006	0.021
num_access_files	-0.045	-0.015	0.066	-0.024	0.027	-0.005	-0.033	-0.021	-0.011	-0.024	0.012	-0.005	-0.011	0.019	0.008	0.004	0.000	0.000	0.073	1.000	0.007	0.006	0.031	0.015	0.029	0.061	0.027	-0.008	0.277	0.015	-0.014	-0.001	-0.040	0.024	0.002	-0.014	0.580	0.028	0.000
num_compromised	-0.097	-0.035	0.170	-0.042	-0.039	0.214	-0.079	0.039	-0.005	0.003	-0.021	0.218	-0.005	0.011	0.000	0.812	0.000	0.000	0.008	0.007	1.000	0.005	0.031	0.029	0.000	0.000	0.000	0.009	0.286	0.035	-0.031	0.119	-0.091	0.036	0.054	-0.030	0.645	0.000	0.000
num_failed_logins	-0.018	-0.006	0.022	-0.028	-0.003	0.032	-0.007	0.003	0.015	-0.015	-0.003	0.032	0.015	0.014	0.117	0.113	0.000	0.000	0.003	0.006	0.005	1.000	0.015	0.010	0.000	0.420	0.010	0.035	0.135	0.006	-0.004	-0.008	-0.018	-0.003	0.035	-0.004	0.291	0.333	0.000
num_file_creations	-0.036	-0.009	0.034	-0.050	0.027	0.001	-0.015	-0.022	-0.002	-0.027	0.031	-0.001	-0.004	0.061	0.007	0.029	0.022	0.000	0.015	0.031	0.031	0.015	1.000	0.048	0.434	0.169	0.004	-0.005	0.206	0.010	-0.010	0.028	-0.035	0.014	-0.005	-0.010	0.000	0.000	0.000
num_root	-0.055	-0.011	-0.004	-0.079	0.047	-0.000	-0.016	-0.039	-0.008	-0.039	0.061	-0.005	-0.007	0.013	0.000	0.003	0.000	0.000	0.008	0.015	0.029	0.010	0.048	1.000	0.000	0.000	0.000	-0.009	0.286	0.014	-0.016	-0.002	-0.054	0.006	-0.009	-0.016	0.645	0.000	0.000
num_shells	0.013	0.007	0.000	0.025	0.002	0.004	0.042	0.043	0.007	0.039	0.010	0.000	0.025	0.000	0.000	0.016	0.000	0.000	0.024	0.029	0.000	0.000	0.434	0.000	1.000	0.369	0.009	0.000	0.246	0.007	0.000	0.000	0.007	0.000	0.000	0.000	0.042	0.000	0.000
outcome	0.467	0.250	0.321	0.252	0.297	0.251	0.346	0.353	0.362	0.359	0.341	0.154	0.357	0.075	0.465	0.182	0.371	0.977	0.827	0.061	0.000	0.420	0.169	0.000	0.369	1.000	0.756	0.284	0.600	0.336	0.358	0.030	0.356	0.191	0.193	0.366	0.204	0.281	0.985
protocol_type	0.725	0.154	0.009	0.293	0.353	0.229	0.698	0.530	0.416	0.541	0.089	0.223	0.414	0.141	0.494	0.034	0.047	0.008	0.528	0.027	0.000	0.010	0.004	0.000	0.009	0.756	1.000	0.223	0.013	0.486	0.418	0.000	0.720	0.194	0.225	0.415	0.004	0.001	0.152
rerror_rate	-0.214	0.346	-0.101	-0.068	0.309	0.910	-0.278	-0.303	-0.094	-0.330	0.073	0.912	-0.111	-0.026	0.344	0.013	0.009	0.031	0.118	-0.008	0.009	0.035	-0.005	-0.009	0.000	0.284	0.223	1.000	0.015	-0.328	-0.091	-0.342	-0.281	-0.018	0.979	-0.111	0.000	0.000	0.008
root_shell	0.020	0.003	0.095	0.026	0.006	0.025	0.016	0.010	0.026	0.010	0.025	0.048	0.054	0.031	0.004	0.027	0.000	0.000	0.025	0.277	0.286	0.135	0.206	0.286	0.246	0.600	0.013	0.015	1.000	0.011	0.002	0.000	0.011	0.000	0.009	0.002	0.330	0.095	0.000
same_srv_rate	0.347	-0.982	0.230	-0.190	-0.845	-0.282	0.733	0.874	-0.830	0.849	0.179	-0.283	-0.819	0.062	0.322	0.041	0.022	0.006	0.221	0.015	0.035	0.006	0.010	0.014	0.007	0.336	0.486	-0.328	0.011	1.000	-0.852	0.744	0.517	0.141	-0.317	-0.839	0.000	0.000	0.030
serror_rate	-0.304	0.828	-0.206	0.165	0.720	-0.103	-0.650	-0.746	0.974	-0.724	-0.154	-0.105	0.966	-0.074	0.360	-0.035	0.017	0.028	0.193	-0.014	-0.031	-0.004	-0.010	-0.016	0.000	0.358	0.418	-0.091	0.002	-0.852	1.000	-0.657	-0.428	-0.121	-0.095	0.991	0.000	0.000	0.171
src_bytes	0.666	-0.740	-0.168	0.130	-0.713	-0.297	0.815	0.729	-0.646	0.742	-0.140	-0.301	-0.642	0.014	0.041	0.114	0.000	0.000	0.000	-0.001	0.119	-0.008	0.028	-0.002	0.000	0.030	0.000	-0.342	0.000	0.744	-0.657	1.000	0.723	-0.104	-0.333	-0.652	0.000	0.000	0.000
srv_count	0.951	-0.512	-0.498	0.443	-0.674	-0.313	0.812	0.682	-0.449	0.721	-0.392	-0.308	-0.443	-0.250	0.214	-0.115	0.043	0.006	0.481	-0.040	-0.091	-0.018	-0.035	-0.054	0.007	0.356	0.720	-0.281	0.011	0.517	-0.428	0.723	1.000	-0.239	-0.284	-0.421	0.000	0.000	0.258
srv_diff_host_rate	-0.384	-0.138	0.521	-0.445	-0.050	0.023	-0.223	0.069	-0.098	0.035	0.433	0.025	-0.093	0.124	0.044	0.032	0.007	0.042	0.461	0.024	0.036	-0.003	0.014	0.006	0.000	0.191	0.194	-0.018	0.000	0.141	-0.121	-0.104	-0.239	1.000	0.011	-0.112	0.000	0.000	0.121
srv_rerror_rate	-0.221	0.333	-0.081	-0.073	0.300	0.905	-0.282	-0.294	-0.096	-0.323	0.075	0.915	-0.114	-0.026	0.338	0.052	0.008	0.000	0.143	0.002	0.054	0.035	-0.005	-0.009	0.000	0.193	0.225	0.979	0.009	-0.317	-0.095	-0.333	-0.284	0.011	1.000	-0.115	0.000	0.000	0.008
srv_serror_rate	-0.309	0.815	-0.199	0.160	0.708	-0.123	-0.646	-0.734	0.967	-0.713	-0.148	-0.125	0.971	-0.074	0.369	-0.035	0.017	0.014	0.201	-0.014	-0.030	-0.004	-0.010	-0.016	0.000	0.366	0.415	-0.111	0.002	-0.839	0.991	-0.652	-0.421	-0.112	-0.115	1.000	0.000	0.000	0.016
su_attempted	0.005	0.000	0.204	0.013	0.000	0.015	0.001	0.030	0.086	0.016	0.002	0.049	0.171	0.060	0.000	0.000	0.000	0.000	0.012	0.580	0.645	0.291	0.000	0.645	0.042	0.204	0.004	0.000	0.330	0.000	0.000	0.000	0.000	0.000	0.000	0.000	1.000	0.000	0.000
urgent	0.000	0.000	0.000	0.006	0.021	0.000	0.014	0.016	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.006	0.028	0.000	0.333	0.000	0.000	0.000	0.281	0.001	0.000	0.095	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	1.000	0.000
wrong_fragment	0.130	0.000	0.000	0.056	0.088	0.214	0.164	0.193	0.115	0.162	0.153	0.008	0.016	0.000	0.019	0.000	0.000	0.000	0.021	0.000	0.000	0.000	0.000	0.000	0.000	0.985	0.152	0.008	0.000	0.030	0.171	0.000	0.258	0.121	0.008	0.016	0.000	0.000	1.000

Missing values

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

Sample

	protocol_type	service	flag	src_bytes	dst_bytes	hot	logged_in	count	srv_count	same_srv_rate	srv_diff_host_rate	dst_host_count	dst_host_srv_count	dst_host_same_srv_rate	dst_host_same_src_port_rate	dst_host_srv_diff_host_rate	outcome
0	tcp	http	SF	181	5450	0	1	8	8	1.0	0.0	9	9	1.0	0.11	0.00	normal.
1	tcp	http	SF	239	486	0	1	8	8	1.0	0.0	19	19	1.0	0.05	0.00	normal.
2	tcp	http	SF	235	1337	0	1	8	8	1.0	0.0	29	29	1.0	0.03	0.00	normal.
3	tcp	http	SF	219	1337	0	1	6	6	1.0	0.0	39	39	1.0	0.03	0.00	normal.
4	tcp	http	SF	217	2032	0	1	6	6	1.0	0.0	49	49	1.0	0.02	0.00	normal.
5	tcp	http	SF	217	2032	0	1	6	6	1.0	0.0	59	59	1.0	0.02	0.00	normal.
6	tcp	http	SF	212	1940	0	1	1	2	1.0	1.0	1	69	1.0	1.00	0.04	normal.
7	tcp	http	SF	159	4087	0	1	5	5	1.0	0.0	11	79	1.0	0.09	0.04	normal.
8	tcp	http	SF	210	151	0	1	8	8	1.0	0.0	8	89	1.0	0.12	0.04	normal.
9	tcp	http	SF	212	786	1	1	8	8	1.0	0.0	8	99	1.0	0.12	0.05	normal.

	protocol_type	service	flag	src_bytes	dst_bytes	logged_in	count	srv_count	serror_rate	srv_serror_rate	same_srv_rate	srv_diff_host_rate	dst_host_count	dst_host_srv_count	dst_host_same_srv_rate	dst_host_same_src_port_rate	dst_host_srv_diff_host_rate	dst_host_serror_rate	dst_host_srv_serror_rate	outcome
494011	tcp	http	SF	308	662	1	8	10	0.00	0.00	1.0	0.30	36	255	1.0	0.03	0.06	0.00	0.01	normal.
494012	tcp	http	SF	291	1862	1	10	11	0.00	0.00	1.0	0.18	46	255	1.0	0.02	0.05	0.00	0.01	normal.
494013	tcp	http	SF	289	244	1	2	2	0.00	0.00	1.0	0.00	56	255	1.0	0.02	0.05	0.00	0.01	normal.
494014	tcp	http	SF	306	662	1	2	2	0.00	0.00	1.0	0.00	66	255	1.0	0.02	0.05	0.00	0.01	normal.
494015	tcp	http	SF	289	1862	1	4	12	0.00	0.00	1.0	0.25	76	255	1.0	0.01	0.05	0.00	0.01	normal.
494016	tcp	http	SF	310	1881	1	4	5	0.00	0.00	1.0	0.40	86	255	1.0	0.01	0.05	0.00	0.01	normal.
494017	tcp	http	SF	282	2286	1	6	6	0.00	0.00	1.0	0.00	6	255	1.0	0.17	0.05	0.00	0.01	normal.
494018	tcp	http	SF	203	1200	1	6	18	0.17	0.11	1.0	0.17	16	255	1.0	0.06	0.05	0.06	0.01	normal.
494019	tcp	http	SF	291	1200	1	6	12	0.00	0.00	1.0	0.17	26	255	1.0	0.04	0.05	0.04	0.01	normal.
494020	tcp	http	SF	219	1234	1	6	35	0.00	0.00	1.0	0.14	6	255	1.0	0.17	0.05	0.00	0.01	normal.

Duplicate rows

Most frequently occurring

	protocol_type	service	flag	src_bytes	count	srv_count	same_srv_rate	dst_host_count	dst_host_srv_count	dst_host_same_srv_rate	dst_host_same_src_port_rate	outcome	# duplicates
473	icmp	ecr_i	SF	1032	511	511	1.0	255	255	1.0	1.0	smurf.	193081
366	icmp	ecr_i	SF	520	511	511	1.0	255	255	1.0	1.0	smurf.	33368
471	icmp	ecr_i	SF	1032	510	510	1.0	255	255	1.0	1.0	smurf.	26185
468	icmp	ecr_i	SF	1032	509	509	1.0	255	255	1.0	1.0	smurf.	5194
465	icmp	ecr_i	SF	1032	508	508	1.0	255	255	1.0	1.0	smurf.	1292
304	icmp	ecr_i	SF	520	449	449	1.0	255	255	1.0	1.0	smurf.	944
335	icmp	ecr_i	SF	520	480	480	1.0	255	255	1.0	1.0	smurf.	833
306	icmp	ecr_i	SF	520	451	451	1.0	255	255	1.0	1.0	smurf.	819
333	icmp	ecr_i	SF	520	478	478	1.0	255	255	1.0	1.0	smurf.	773
337	icmp	ecr_i	SF	520	482	482	1.0	255	255	1.0	1.0	smurf.	699

Overview

Variables

Common Values

Length

Common Values (Plot)

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Most occurring scripts

Most frequent character per script

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Most occurring blocks

Most frequent character per block

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Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters